Electrical and Computer Engineering 541: A Computational Introduction to Deep Learning
University of Southern California, Spring 2025
Schedule
Week 1
| Aug 25: | Lecture 1 Lecture 1 | |
|---|---|---|
| Demo 1 Demos | ||
| Homework 1 Homework 1 | ||
| Reading 1 Reading 1 |
No Class -- No class, Labor Day
Week 2
| Sep 8: | Lecture 2A Python Fundamentals | |
|---|---|---|
| Lecture 2B Numerical Python | ||
| Demo 2 Demos | ||
| Homework 2 Homework 2 | Getting Started Data | |
| Reading 2 Reading 2 |
Week 3
| Sep 15: | Lecture 3A MMSE Estimation | |
|---|---|---|
| Demo 3 Demos | ||
| Homework 3 Homework 3 | Getting Started | |
| Reading 3 Reading 3 |
Week 4
| Sep 22: | Lecture 3B Estimation and Regression | |
|---|---|---|
| Lecture 4 Logistic Regression | ||
| Demo 4 Demos | ||
| Homework 4 Homework 4 | Getting Started Q2 - template | |
| Reading 4 Reading 4 |
Week 5
| Sep 29: | Lecture 4 Logistic Regression | |
|---|---|---|
| Homework 5 Homework 5 | Getting Started | |
| Reading 5 Reading 5 |
Week 6
| Oct 6: | Quiz 1 Weeks 1--5 | Sample -- Fall 2024 (Friday, 07 March @ 12:00) |
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Week 7
| Oct 13: | Lecture 5 MLP Backpropagation | |
|---|---|---|
| Homework 6 Homework 6 | Getting Started | |
| Reading 7 Reading 7 |
Week 8
| Oct 20: | Lecture 6A Training Deep Neural Networks I | |
|---|---|---|
| Homework 7 Homework 7 | Getting Started | |
| Reading 8 Reading 8 |
Week 9
| Oct 27: | Lecture 6B Training Deep Neural Networks II | |
|---|---|---|
| Homework 8 Homework 8 | Getting Started | |
| Reading 9 Reading 9 | ||
| Project Proposal | Handouts and Templates |
Week 10
| Nov 3: | Lecture 7 Convolutional Neural Networks | |
|---|---|---|
| Demo 10 Demos | ||
| Homework 9 Homework 9 | Getting Started | |
| Reading 10 Reading 10 |
Week 11
| Oct 10: | Lecture 8 Working with Data | |
|---|---|---|
| Reading 11 Reading 11 |
Week 12
| Oct 17: | Quiz 2 Weeks 6--11 | Sample -- Fall 2024 (Friday, 25 April @ 12:00) |
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Week 13
| Oct 24: | Quiz 2 Weeks 6--11 | Sample -- Fall 2024 (Friday, 25 April @ 12:00) |
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Week 14
| Dec 1: | Quiz 2 Weeks 6--11 | Sample -- Fall 2024 (Friday, 25 April @ 12:00) |
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